A Machine Learning Algorithm With an Oversampling Technique in Limited Data Scenarios for the Prediction of Present and Future Restorative Treatment Need: Development and Validation Study
A Machine Learning Algorithm With an Oversampling Technique in Limited Data Scenarios for the Prediction of Present and Future Restorative Treatment Need: Development and Validation Study
Elina Väyrynen
1
, DDS ;
Otso Tirkkonen
1
, BDS ;
Henna Tiensuu
2
, PhD ;
Jaakko Suutala
2
, Prof Dr ;
Vuokko Anttonen
1
, Prof Dr, DDS ;
Marja-Liisa Laitala
1, 3
, Prof Dr, DDS ;
Katri Kukkola
4
, MSci ;
Saujanya Karki
1
, BDS, MPH, PhD
1
Research Unit of Population Health, Faculty of Medicine, University of Oulu, Oulu, Finland
2
Biomimetics and Intelligent Systems Group, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland
3
Oulu University Hospital, Oulu, Finland
4
Optoelectronics and Measurement techniques, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland
Corresponding Author:
-
Saujanya Karki, BDS, MPH, PhD
-
Research Unit of Population Health
-
Faculty of Medicine
-
University of Oulu
-
Aapistie 3
-
Oulu 90220
-
Finland
-
Phone:
358 294485643
-
Fax: 358 358 294485643
-
Email: Saujanya.Karki@oulu.fi